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Combine common axes
These books are ranked using the characterization labels extracted for The Fourteenth Goldfish.
Characterization labels used: relatable heroine, scientist child, curmudgeonly elder, eccentric parent, theatrical parent, overbearing grandfather, quirky adult, responsible child, gifted child, mentor figure, male friend
Focused on “family-centered” where exact label matches exist.
This does not mean the books share the same plot, setting, quality, or difficulty. It means their characterization embeddings are close.
A science-minded boy learns his family can travel through time and must race to save his missing mother.
Why this is here
Characterization labels: scientific protagonist · science nerd · relatable protagonist · loner · grieving child · loyal friend · fierce friend · distant father · mysterious grandmother · powerful antagonist · young hero
Semantic match: ranked by characterization
Distance: 0.1536
A three-book time-travel fantasy following the Murray family through cosmic quests, spiritual battles, and big ideas.
Why this is here
Characterization labels: relatable heroine · angry heroine · stubborn heroine · insecure heroine · intelligent child · precocious child · genius child · misfit girl · charming character · flawed characters · eccentric guides · brilliant parents · humanized adult
Semantic match: ranked by characterization
Distance: 0.1538
Reed Richards pursues a multiverse-sized solution, forcing the Fantastic Four to weigh genius against family.
Why this is here
Characterization labels: genius protagonist · arrogant scientist · family man · dutiful father · diplomatic mother · cocky comic relief · overpowered children · alternate selves
Semantic match: ranked by characterization
Distance: 0.1540
A science-minded girl disguises herself to enter a deadly male-only labyrinth competition to win a scholarship and save her mother.
Why this is here
Characterization labels: smart heroine · scientist heroine · feminist heroine · dyslexic protagonist · supportive father · supportive parent · strong female lead · gentle love interest · complex side characters · brave cousin · female friendship
Semantic match: ranked by characterization
Distance: 0.1554
Meg must help save her gifted, bullied brother by journeying into a strange inner world where love, naming, and evil collide.
Why this is here
Characterization labels: gifted child · bullied child · sick child · protective sibling · intuitive heroine · brilliant child · teacher figure · mentor figure · skeptical protagonist · supportive parent
Semantic match: ranked by characterization
Distance: 0.1575
A girl and her scientist guardian cross a sun-scorched future, using monarch butterflies to seek a cure for humanity.
Why this is here
Characterization labels: young heroine · caretaker · biologist · scientist · naturalist · spunky child · brave child · resourceful child · curious child · competent woman · strong female leads · found family · guardian figure · observant child · inventive child · scientific mentor
Semantic match: ranked by characterization
Distance: 0.1599
Three siblings en route to a new home are diverted into a strange world where time is running out.
Why this is here
Characterization labels: single mother · worrying boy · dramatic teenager · precocious child · genius child · independent child · sympathetic sibling · quirky child
Semantic match: ranked by characterization
Distance: 0.1660
A grieving couple turns to designer-baby science to avoid another genetic tragedy, only to face terrifying consequences.
Why this is here
Characterization labels: naive parents · grieving couple · maverick scientist · scientific parent · creepy children · religious fanatic · ambitious scientist · unlikeable protagonists · cold antagonist · highly intelligent children
Semantic match: ranked by characterization
Distance: 0.1661
A lazy middle schooler accidentally eats knowledge pills and must use his new genius to save his school.
Why this is here
Characterization labels: lazy protagonist · average student · relatable kid · genius kid · best friend sidekick · smart crush · fun villain · scheming principal · quirky scientist · supportive family · responsible arc · matured protagonist
Semantic match: ranked by characterization
Distance: 0.1685
A new girl finds a mysterious bracelet that grants animal powers, drawing her into friends, secrets, and danger.
Why this is here
Characterization labels: relatable heroine · brave heroine · smart heroine · spunky heroine · new girl · supportive friends · loyal friend · bratty peer · mean girl · child protagonists · strong female characters · family-centered adults · scientist antagonists
Semantic match: ranked by characterization
Distance: 0.1690
A bored boy on a moon base investigates a suspicious death and uncovers secrets someone wants buried.
Why this is here
Characterization labels: tween protagonist · young investigator · scientist parents · supportive family · bored protagonist · reluctant reader appeal · intelligent protagonist · determined protagonist · female sidekick · security official · strict authority · oblivious adults · obnoxious rich family · well-liked scientist
Semantic match: ranked by characterization
Distance: 0.1713
A science-loving middle schooler and her teen-bodied grandfather chase a breakthrough at the science fair.
Why this is here
Characterization labels: science-minded girl · strong female lead · curious child · quirky grandparent · brilliant scientist · teenage boy body · grumpy elder · awkward teen · bookish girl · chess-savvy friend · goth friend
Semantic match: ranked by characterization
Distance: 0.1722
